1. [Home](https://www.g2.com/) 2. ... 3. [AI AppSec Assistants](https://www.g2.com/categories/ai-appsec-assistants) 4. [CybeDefend Discussions](https://www.g2.com/products/cybedefend-cybedefend/discuss) [ ![Product Avatar Image](https://images.g2crowd.com/uploads/product/image/large_detail/large_detail_576f8b2d17155c6a1a62ec5226991441/cybedefend-cybedefend.png "Product Avatar Image") ](/products/cybedefend-cybedefend/reviews) [ CybeDefend ](/products/cybedefend-cybedefend/reviews) (4)5.0/5 CybeDefend is the application security platform built for the AI coding era. Traditional shift-left security detects vulnerabilities after the code is written. But with Claude Code, Cursor, Copilot and Codex generating thousands of lines per developer per day, human review can no longer keep pace and the pull request is no longer the right control point. CybeDefend operates at shift-zero, directly inside the AI coding agent loop. Our flagship product VibeDefend is the MCP-native security layer that injects your business rules and compliance policies straight into the agent's context, before the first line of code is written. The agent ships safe code by default, on every developer's machine, without slowing the team down. Our AI-BOM scanner discovers every AI asset in your code (models, datasets, prompts, agents, MCP servers, guardrails) and produces the EU AI Act Annex IV evidence dossier plus NIST AI RMF mapping directly in your CI pipeline. No questionnaire, no consultant. Built-in build gate on prohibited and ungoverned high-risk components. The complete AppSec stack comes unified on top: SAST, SCA, IaC, CI/CD, Secrets and Container scanning, powered by a knowledge graph of business-logic rules auto-mined from your repository. Sovereign cloud (SecNumCloud-certified) or US cloud at your choice, on-premise deployment available for regulated industries. Code never leaves the machine, only metadata. Show More * * * ### 100.0 Nps Score Already have CybeDefend? ### All CybeDefend Discussions Search Most CommentedMost HelpfulCommon QuestionsNewest All DiscussionsDiscussions with CommentsCommon QuestionsDiscussions without Comments FilterFilter Filter byExpand/Collapse Sort by Most Commented Most Helpful Common Questions Newest Filter by All Discussions Discussions with Comments Common Questions Discussions without Comments ![Julien Z.](/assets/transparent-ad5be28fbcd25b7b08d2cebe1d957125437fb5407d75ee717965ad22c8808791.gif "Julien Z.") JZ Loading... [Julien Z.](https://www.g2.com/users/95c7cfc0-3fae-497a-80b9-a0b89d632801 "Julien Z.") • 3 months ago Co-founder @CybeDefend | Helping compagnies ship secure code faster with agent time security Co-founder @CybeDefend | Helping compagnies ship secure code faster with agent time security More Options - [ # How do you keep CybeDefend reports clear when your AI agent finds lots of flaws? ](/discussions/how-do-you-keep-cybedefend-reports-clear-when-your-ai-agent-finds-lots-of-flaws) I like that CybeDefend lets an AI agent manage hundreds of flaws live while I keep coding, so I can secure business logic and the whole application upfront without juggling lots of tools. The main struggle is that the report can be imprecise and overly detailed, which makes it harder to follow.... 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